week3 PRINCE GEORGE heat wave analysis
2024-05-20
Data
overview
## x y LOCAL_DATE TOTAL_PRECIPITATION
## Min. :-122.7 Min. :50.70 Length:37538 Min. : 0.000
## 1st Qu.:-122.7 1st Qu.:53.88 Class :character 1st Qu.: 0.000
## Median :-122.7 Median :53.89 Mode :character Median : 0.000
## Mean :-122.2 Mean :53.21 Mean : 1.411
## 3rd Qu.:-122.7 3rd Qu.:53.89 3rd Qu.: 1.200
## Max. :-120.4 Max. :53.89 Max. :50.000
## NA's :423
## MAX_TEMPERATURE MIN_TEMPERATURE TOTAL_RAIN MIN_REL_HUMIDITY
## Min. :-36.90 Min. :-50.0000 Min. : 0.00 Min. : 10.00
## 1st Qu.: 2.80 1st Qu.: -5.0000 1st Qu.: 0.00 1st Qu.: 33.00
## Median : 11.10 Median : 0.4000 Median : 0.00 Median : 48.00
## Mean : 10.68 Mean : -0.5945 Mean : 0.99 Mean : 49.78
## 3rd Qu.: 19.40 3rd Qu.: 6.4000 3rd Qu.: 0.30 3rd Qu.: 66.00
## Max. : 47.30 Max. : 25.7000 Max. :50.00 Max. :100.00
## NA's :164 NA's :150 NA's :5239 NA's :25185## x y LOCAL_DATE TOTAL_PRECIPITATION
## 0 0 0 423
## MAX_TEMPERATURE MIN_TEMPERATURE TOTAL_RAIN MIN_REL_HUMIDITY
## 164 150 5239 25185check wrangling data
check temp dist for in a random day from all year value
## [1] 6.7 7.8 12.2 7.8 5.0 5.6 4.4 3.9 4.4 5.0 7.8 8.9
## [13] 8.9 6.1 9.4 3.9 1.7 -3.9 -2.8 -1.1 -0.6 5.6 10.6 12.8
## [25] 10.6 8.9 11.7 15.0 15.6 12.2 5.0 7.8 4.4 6.1 7.2 8.3
## [37] 4.4 6.1 6.7 5.0 6.1 7.2 4.4 6.7 6.7 8.3 8.3 6.7
## [49] 7.8 8.3 1.1 2.8 6.7 6.1 6.7 10.0 8.3 7.2 2.8 5.0
## [61] 8.9 6.7 8.3 8.9 8.3 7.8 11.7 12.2 13.9 10.0 10.0 5.0
## [73] 5.6 -2.2 -1.1 1.7 1.1 1.7 4.4 7.2 3.9 3.9 8.9 6.1
## [85] 4.4 7.2 1.7 -2.8 -4.4 -0.6 3.9 5.0 7.8 6.7 4.4 5.0
## [97] 3.3 3.9 3.9 6.1 7.2 6.1 7.8 8.9 11.7 6.7 7.8 13.9
## [109] 8.9 8.9 8.9 7.2 4.4 3.9 4.4 3.3 5.0 6.1 5.0 5.0
## [121] 4.4 1.7 7.8 5.6 9.4 4.4 5.0 7.2 6.1 7.2 9.4 13.3
## [133] 13.9 8.3 8.3 5.0 1.7 5.6 6.1 7.2 7.2 9.4 7.8 2.2
## [145] 3.3 2.8 4.4 5.6 2.8 10.0 4.4 5.6 5.0 11.1 5.0 7.2
## [157] 9.4 6.1 5.6 3.9 5.6 6.1 8.3 7.2 8.3 6.7 8.9 3.3
## [169] 5.6 -1.1 -4.4 -5.0 0.6 4.4 2.8 1.7 -10.0 -6.7 -5.0 1.7
## [181] -3.9 -7.8 -16.7 -11.1 -3.3 4.4 5.0 9.4 9.4 7.8 7.8 3.3
## [193] 6.1 5.0 6.7 5.6 8.3 6.1 4.4 6.1 2.8 5.6 5.6 7.8
## [205] 3.9 4.4 6.7 8.9 7.8 1.7 1.7 4.4 5.0 3.9 3.9 2.8
## [217] 5.6 8.3 6.1 8.3 5.6 8.9 8.9 6.7 5.6 -6.7 -1.7 3.3
## [229] 5.6 5.6 9.4 10.0 6.7 8.9 9.4 7.8 8.9 8.3 11.1 11.1
## [241] 7.8 3.9 5.0 8.3 5.6 10.0 6.1 6.7 6.1 7.8 11.1 8.3
## [253] 8.9 6.1 6.7 10.0 9.4 10.6 10.0 15.0 6.1 8.3 0.6 6.1
## [265] 7.2 7.8 7.8 12.2 11.1 18.3 6.7 2.8 8.9 8.9 10.0 9.4
## [277] 12.2 8.3 10.0 11.7 13.3 14.4 12.2 5.0 2.8 2.2 -0.6 5.0
## [289] 6.7 7.8 7.2 6.7 7.2 11.1 14.4 13.9 15.0 14.4 16.1 11.7
## [301] 0.6 5.0 5.6 5.6 6.1 9.4 9.4 5.6 0.6 -3.9 -1.7 5.0
## [313] 7.8 7.8 8.3 -4.4 -9.4 -8.3 -6.7 -1.1 1.7 4.4 10.0 13.9
## [325] 13.3 13.9 6.7 8.9 8.3 6.1 2.8 -1.7 -5.0 -5.0 -6.7 -5.6
## [337] -7.2 -3.3 -1.1 4.4 10.6 6.7 7.8 10.0 8.9 1.1 1.7 8.3
## [349] 6.7 11.7 12.8 10.0 13.3 15.0 9.4 6.7 9.4 10.0 11.7 16.1
## [361] 4.4 7.2 10.0 2.8 2.8 0.6 5.0 4.4 3.3 1.7 2.8 6.7
## [373] 11.7 9.4 6.7 10.6 14.4 9.4 8.3 5.6 7.8 6.7 5.0 5.0
## [385] 5.6 5.0 5.6 6.1 9.4 11.1 6.7 3.3 6.7 7.2 8.3 11.1
## [397] 8.9 8.9 10.0 13.3 11.1 10.6 7.2 7.2 13.3 4.4 6.1 8.9
## [409] 8.9 4.4 7.8 10.6 7.2 8.9 9.4 8.9 6.7 8.3 8.3 11.1
## [421] -2.8 0.0 -1.1 -2.2 -1.1 2.8 4.4 6.7 5.6 3.3 4.4 6.7
## [433] 7.2 7.2 10.6 7.2 7.8 7.8 5.6 8.3 8.9 7.2 8.9 10.0
## [445] 12.2 14.4 4.4 -0.6 3.3 12.8 6.7 6.1 7.8 12.8 5.6 6.7
## [457] 3.9 8.9 8.9 7.8 9.4 8.9 10.6 9.4 5.6 1.7 3.3 6.1
## [469] 9.4 3.3 1.7 9.4 7.8 11.7 11.7 9.4 8.9 6.1 8.3 7.8
## [481] 3.9 6.1 2.2 0.6 -1.7 0.6 2.8 1.1 10.0 6.7 2.2 3.9
## [493] 3.9 0.0 2.8 6.7 6.7 5.6 4.4 6.1 5.6 5.0 4.4 5.6
## [505] 6.1 3.3 4.4 7.2 9.4 9.4 3.8 4.6 2.9 4.7 0.1 2.2
## [517] 3.1 5.1 5.7 5.6 7.4 5.8 5.4 16.3 18.7 7.2 7.9 7.4
## [529] 6.6 11.9 5.7 9.5 7.8 11.3 7.4 8.2 9.1 10.1 11.9 13.6
## [541] 12.1 12.0 16.0 10.1 1.5 0.6 2.3 1.6 -1.4 2.0 -0.2 3.0
## [553] 2.9 5.1 3.2 4.5 4.8 5.6 6.1 6.1 5.6 7.3 5.7 4.6
## [565] 7.7 6.9 9.3 11.2 13.7 13.2 5.4 6.5 10.0 11.2 8.6 9.9
## [577] 8.7 11.6 10.2 8.1 8.6 7.2 4.5 5.8 5.5 8.5 10.9 6.4
## [589] 5.7 11.2 3.3 4.7 4.9 5.2 4.5 2.1 -4.0 2.8 1.6 0.6
## [601] 0.4 2.0 1.7 3.6 8.9 12.6 10.1 10.0 8.9 8.6 10.7 7.8
## [613] 11.0 10.8 13.8 7.5 6.4 9.2 8.9 4.0 8.9 10.0 9.0 9.9
## [625] 13.5 12.7 14.0 13.8 8.5 8.9 5.6 1.9 5.4 5.5 4.6 5.8
## [637] 6.6 6.7 3.5 5.6 8.5 8.2 7.2 2.4 2.9 11.9 8.5 9.7
## [649] 5.6 8.4 10.7 10.3 8.6 4.1 6.8 2.3 8.0 10.2 11.3 10.3
## [661] 7.7 10.0 11.4 10.5 6.7 6.3 0.4 4.5 13.7 13.3 10.3 16.2
## [673] 20.3 16.2 12.6 6.8 6.6 8.4 7.2 4.2 3.5 2.1 3.3 4.9
## [685] 4.1 9.3 7.6 6.6 10.2 6.7 5.4 7.5 5.6 7.1 7.4 8.5
## [697] 7.2 7.1 8.3 7.8 7.9 6.1 7.5 7.2 6.7 -1.9 -3.3 0.4
## [709] 4.1 8.5 10.0 9.8 13.3 11.5 8.9 9.2 13.5 10.7 9.4 12.5
## [721] 8.0 2.0 2.6 0.5 0.8 4.2 10.3 8.5 8.5 9.6 14.8 10.3
## [733] 7.2 9.9 9.2 15.1 14.8 8.4 9.8 14.6 12.5 4.9 5.1 7.3
## [745] 10.7 11.3 18.6 21.5 9.6 8.9 12.8 12.6 8.6 7.3 5.8 5.9
## [757] 8.1 7.3 9.9 10.7 10.0 14.0 9.3 9.7 8.6 7.1 2.3 5.8
## [769] 8.7 12.3 12.8 16.9 13.9 16.6 18.3 15.0 15.1 13.1 12.2 4.6
## [781] 8.7 5.4 4.9 1.9 6.6 10.3 12.7 13.0 13.8 18.9 15.3 10.7
## [793] 6.6 13.5 9.0 -2.1 -3.9 -3.0 0.4 6.3 2.6 2.1 2.2 0.1
## [805] -1.0 -0.3 5.9 3.3 7.6 10.2 4.5 4.0 6.0 4.0 8.5 6.4
## [817] 6.2 8.2 8.0 7.3 4.7 6.4 7.8 4.1 5.3 11.9 8.8 7.2
## [829] 7.9 8.4 6.1 5.8 6.6 4.5 7.8 8.0 9.1 9.2 9.2 10.8
## [841] 16.7 11.5 10.0 13.0 8.4 6.2 4.2 5.4 6.2 7.5 5.5 10.1
## [853] 6.6 4.4 4.7 9.5 2.8 6.9 7.3 7.6 7.4 9.5 5.3 8.9
## [865] 9.6 7.7 10.9 10.6 9.8 7.3 -0.7 0.6 -1.9 7.5 14.6 6.3
## [877] 3.5 6.5 2.1 6.2 6.8 4.7 6.0 10.6 10.5 -2.2 3.6 5.4
## [889] 6.5 7.6 7.5 2.8 4.3 0.6 2.4 4.1 -3.1 0.5 1.8 2.3
## [901] 9.1 10.6 5.4 5.0 6.7 8.1 8.8 9.3 7.9 12.5 10.2 1.5
## [913] 0.5 1.6 2.6 5.5 8.9 10.7 8.5 10.5 6.8 10.9 13.3 17.8
## [925] 15.5 7.3 9.8 14.9 18.8 13.4 -1.4 0.2 2.0 5.3 7.7 8.8
## [937] 11.2 7.5 8.0 8.4 10.3 6.9 8.8 9.3 9.2 8.7 11.3 12.8
## [949] 10.4 6.6 5.2 7.8 7.8 8.8 9.0 10.6 11.1 12.4 12.8 14.6
## [961] 0.4 4.4 8.3 4.8 7.9 8.1 5.2 7.2 12.3 8.6 0.2 -1.9
## [973] -5.0 -2.5 5.2 4.4 6.8 5.9 5.2 6.0 4.1 3.6 3.7 1.9
## [985] 2.6 3.3 1.9 5.2 5.9 6.2 5.7 6.4 6.6 4.2 2.6 4.5
## [997] 4.8 2.8 3.5 2.7 4.6 2.0 2.8 3.5 7.2 8.1 4.3 8.2
## [1009] 9.1 8.1 8.5 9.1 9.7 13.8 12.8 11.7 14.2 14.4 13.2 14.4
## [1021] 15.6 14.5 15.5 13.7 7.3 11.6 23.0 18.2 19.7 20.4 11.9 12.6
## [1033] 14.0 12.8 13.1 17.2 15.3 13.4 14.2 13.2 16.0 10.2 15.5 17.5
## [1045] 21.8 22.5 23.1 22.9 21.1 14.6 10.1 14.0 9.2 10.7 14.2 9.9
## [1057] 14.7 14.7 11.5 13.9 14.9 15.3 11.5 12.8 14.9 14.8 13.7 8.6
## [1069] 9.9 9.8 9.8 17.4 13.7 10.5 14.2 8.5 6.9 7.3 10.7 12.5
## [1081] NA 18.8 18.2 15.6 13.6 14.3 NA 16.9 18.1 17.3 18.9 17.8
## [1093] 18.7 9.9 18.4 15.2 10.8 11.0 10.3 9.6 11.3 13.7 12.7 14.8
## [1105] 12.9 6.9 4.1 6.6 3.9 5.3 9.1 11.9 10.6 12.5 NA 9.3
## [1117] 15.2 14.9 6.8 NA 15.2 18.7 15.1 18.0 10.8 14.8 11.6 20.0
## [1129] 12.5 15.2 14.2 10.9 15.0 17.6 11.0 NA 14.1 15.2 17.1 13.9
## [1141] 15.1 15.8 13.5 10.1 11.0 12.5 12.1 13.0 13.2 16.1 9.3 10.9
## [1153] 9.9 10.6 12.4 14.8 11.7 NA 15.4 16.5 12.2 10.2 14.5 12.5
## [1165] 11.1 14.3 21.6 22.0 13.8 11.0 9.1 NA NA NA NA 12.2
## [1177] 9.2 12.3 10.4 9.1 8.0 7.2 6.5 8.6 8.7 1.0 4.6 4.6
## [1189] 6.8 7.6 7.8 9.3 8.9 8.3 9.2 8.4 6.4 7.4 7.3 9.3
## [1201] 4.4 5.2 5.9 5.9 7.0 9.8 10.0 9.5 8.5 5.5 4.9 6.9
## [1213] 9.7 7.4 5.2 1.4 -0.6 1.0 5.3 8.8 8.2 9.1 10.8 9.7
## [1225] 11.1 10.9 12.2 9.4 7.3 9.7 -1.8 -1.1 -0.7 0.0 2.1 -1.4
## [1237] -1.3 3.7 1.8 1.4 2.3 6.2 6.9 5.8 3.8 2.7 7.1 5.6
## [1249] 9.9 6.4 8.7 8.6 10.8 12.8 7.3 8.6 8.9 8.2 9.4 5.9
## [1261] 5.1 6.3 6.8 8.4 10.2 11.2 9.0 9.8 16.1 16.6 19.9 20.8
## [1273] 14.9 14.6 11.1 15.7 14.5 8.8 10.1 8.7 3.3 8.0 9.7 11.2
## [1285] 11.7 11.4 10.8 11.6 11.9 10.7 6.8 3.0 1.8 -0.2 4.5 1.1
## [1297] 4.0 3.9 4.2 -3.4 -7.4 -4.0 -4.7 -4.5 -0.6 3.5 5.1 3.2
## [1309] 4.7 4.5 5.4 7.1 6.2 2.6 5.3 7.8 7.4 6.4 6.2 8.1
## [1321] 11.7 11.2 NA 8.0 8.2 3.2 6.6 10.4 13.1 10.0 7.2 4.9
## [1333] 8.9 8.0 5.6 10.1 9.8 9.4 7.1 7.0 4.8 3.2 5.6 7.4
## [1345] 8.7 4.6 5.9 5.7 4.4 4.9 7.1 7.7 6.8 10.8 13.0 12.2
## [1357] 9.8 3.2 6.4 6.9 12.0 13.2 15.2 8.1 8.2 8.1 4.3 8.2
## [1369] 9.1 8.1 8.5 9.1 9.7 13.8 12.8 11.7 14.2 14.4 13.2 14.4
## [1381] 15.6 14.5 15.5 13.7 7.3 11.6 23.0 18.2 19.7 20.4 11.9 12.6
## [1393] 14.0 12.8 13.1 17.2 15.3 13.4 14.2 13.2 16.0 10.2 15.5 17.5
## [1405] 21.8 22.5 23.1 22.9 21.1 14.6 10.1 14.0 9.2 10.7 14.2 9.9
## [1417] 14.7 14.7 11.5 13.9 14.9 15.3 11.5 12.8 14.9 14.8 13.7 8.6
## [1429] 9.9 9.8 9.8 17.4 13.7 10.5 14.2 8.5 6.9 7.3 10.7 12.5
## [1441] NA 18.8 18.2 15.6 13.6 14.3 NA 16.9 18.1 17.3 18.9 17.8
## [1453] 18.7 9.9 18.4 15.2 10.8 11.0 10.3 9.6 11.3 13.7 12.7 14.8
## [1465] 12.9 6.9 4.1 6.6 3.9 5.3 9.1 11.9 10.6 12.5 NA 9.3
## [1477] 15.2 14.9 6.8 NA 15.2 18.7 15.1 18.0 10.8 14.8 11.6 20.0
## [1489] 12.5 15.2 14.2 10.9 15.0 17.6 11.0 NA 14.1 15.2 17.1 13.9
## [1501] 15.1 15.8 13.5 10.1 11.0 12.5 12.1 13.0 13.2 16.1 9.3 10.9
## [1513] 9.9 10.6 12.4 14.8 11.7 NA 15.4 16.5 12.2 10.2 14.5 12.5
## [1525] 11.1 14.3 21.6 22.0 13.8 11.0## [1] 1530get 90th from the all year for all day value
## [1] 4.40 4.10 4.30 4.36 4.40 4.50 4.78 4.80 4.80 4.80 5.00 5.00
## [13] 5.00 4.90 5.00 5.00 5.20 5.18 5.17 5.30 5.30 5.32 5.50 5.70
## [25] 5.80 5.80 5.90 5.90 6.10 6.30 6.42 6.50 6.51 6.70 6.50 6.50
## [37] 6.50 6.50 6.50 6.66 6.50 6.50 6.70 6.90 7.00 7.10 7.16 7.20
## [49] 7.30 7.50 7.50 7.50 7.80 7.87 8.00 8.30 8.31 8.70 8.90 10.16
## [61] 8.90 9.10 9.17 9.57 10.00 10.40 10.70 10.90 11.18 11.50 11.80 12.20
## [73] 12.40 12.80 12.90 13.14 13.30 13.40 13.40 13.50 13.70 13.90 14.10 14.25
## [85] 14.45 14.50 14.60 14.60 14.60 14.70 14.91 15.20 15.60 15.90 16.10 16.10
## [97] 16.10 16.20 16.40 16.60 16.70 17.00 17.20 17.70 18.10 18.10 18.20 18.20
## [109] 18.40 18.90 19.10 19.40 19.50 19.70 20.30 20.40 20.60 20.95 21.10 21.50
## [121] 21.70 22.20 22.40 22.90 23.28 23.50 23.90 24.10 24.36 24.60 24.60 24.76
## [133] 25.00 25.28 25.50 25.64 25.90 25.90 25.90 25.90 26.10 26.20 26.28 26.23
## [145] 26.30 26.50 26.70 26.70 26.73 26.80 27.20 27.20 27.40 27.50 27.50 27.40
## [157] 27.20 27.10 27.01 27.20 27.20 27.30 27.40 27.40 27.80 27.80 27.65 27.80
## [169] 27.80 28.06 28.30 28.53 28.80 29.10 29.40 29.63 29.88 30.02 30.17 30.28
## [181] 30.40 30.60 31.00 31.10 31.00 31.00 31.10 31.20 31.20 31.10 31.10 31.10
## [193] 31.20 31.40 31.50 31.52 31.60 31.52 31.50 31.70 31.90 32.00 32.20 32.30
## [205] 32.30 32.50 32.76 32.89 32.80 32.74 32.80 32.80 32.80 32.90 33.10 33.00
## [217] 33.00 32.92 32.20 32.44 32.20 32.20 32.10 32.12 31.78 31.50 31.50 31.20
## [229] 31.20 30.81 30.40 30.40 30.20 30.06 29.90 29.70 29.50 29.12 28.90 28.90
## [241] 28.36 28.40 28.40 28.30 27.90 27.90 27.87 27.60 27.30 27.00 26.90 26.70
## [253] 26.70 26.10 25.80 25.60 25.50 25.00 24.87 24.50 24.40 24.10 23.90 23.70
## [265] 23.30 23.30 22.90 22.80 22.70 22.76 22.60 22.40 22.20 21.90 21.60 21.10
## [277] 20.50 20.20 19.86 19.51 19.40 19.10 18.90 18.70 18.50 18.30 18.19 17.80
## [289] 17.33 17.10 16.80 16.60 16.30 16.10 15.80 15.60 15.30 15.14 14.60 14.40
## [301] 14.00 13.70 13.50 13.30 12.81 12.29 12.00 11.70 11.50 11.10 10.70 10.50
## [313] 10.23 10.00 9.80 9.70 9.40 9.10 8.80 8.40 8.30 8.10 7.82 7.70
## [325] 7.50 7.30 7.20 7.20 7.20 7.10 7.00 6.70 6.70 6.36 6.10 6.10
## [337] 5.71 5.60 5.60 5.40 5.20 5.11 5.00 5.00 5.00 5.00 5.00 5.00
## [349] 5.10 5.04 5.00 5.10 5.00 5.00 5.00 4.90 4.70 4.70 4.50 4.50
## [361] 4.50 4.50 4.41 4.40 4.49 4.40Plot
plot given year temp dist vs baseline 90th
## `summarise()` has grouped output by 'Month'. You can override using the
## `.groups` argument.## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
plot all year temp in grey vs baseline
## Warning: Removed 470 rows containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 468 rows containing missing values or values outside the scale range
## (`geom_line()`).## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_line()`).## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 470 rows containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 468 rows containing missing values or values outside the scale range
## (`geom_line()`).## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_line()`).## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 469 rows containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
Analyze the hw
hw dist for certain 1 year
prepare for the data
## # A tibble: 77 × 7
## Month Day Percentile_90 MAX_TEMP_YEAR DayOfYear Condition Cumulative_Count
## <int> <int> <dbl> <dbl> <dbl> <lgl> <dbl>
## 1 1 3 4.3 5.3 3 TRUE 1
## 2 1 4 4.36 12 4 TRUE 2
## 3 1 5 4.4 7.6 5 TRUE 3
## 4 1 6 4.5 8.7 6 TRUE 4
## 5 1 10 4.8 5.7 10 TRUE 1
## 6 1 11 5 5.8 11 TRUE 2
## 7 1 12 5 5.5 12 TRUE 3
## 8 1 18 5.18 5.3 18 TRUE 1
## 9 1 19 5.17 11 19 TRUE 2
## 10 1 27 5.9 11.4 27 TRUE 1
## # ℹ 67 more rowsplot hw analysis for all year
plot overall count of hw through years
plot for heat map
examine specific year
## Warning: Removed 470 rows containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 469 rows containing missing values or values outside the scale range
## (`geom_line()`).## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 469 rows containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 469 rows containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 469 rows containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 469 rows containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 469 rows containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 468 rows containing missing values or values outside the scale range
## (`geom_line()`).## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_line()`).## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 469 rows containing missing values or values outside the scale range
## (`geom_line()`).## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 469 rows containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 469 rows containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 469 rows containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 469 rows containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 469 rows containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 469 rows containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 470 rows containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 468 rows containing missing values or values outside the scale range
## (`geom_line()`).## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_line()`).## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 468 rows containing missing values or values outside the scale range
## (`geom_line()`).## Warning: Removed 2 rows containing missing values or values outside the scale range
## (`geom_line()`).## Warning: Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 469 rows containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Removed 1 row containing missing values or values outside the scale range
## (`geom_line()`).
## Warning: Removed 246 rows containing missing values or values outside the scale range
## (`geom_line()`).## Warning: Removed 224 rows containing missing values or values outside the scale range
## (`geom_line()`).